{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0ca30589",
   "metadata": {},
   "source": [
    "# 首页数据抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd549738",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T11:47:44.775518Z",
     "start_time": "2023-10-25T11:47:42.628427Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259786859%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterName': '龚女士', 'recruiterTitle': '资深顾问(SC)', 'recruiterId': '00e316d63c8618cd24cfff38a7372e1e', 'chatted': False, 'imId': 'a4d50f60e0d419202aa8e4d6edc77f27', 'imUserType': '2'}, 'comp': {'compIndustry': '医疗器械', 'compLogo': '63b69733aaee5468b67f6c2105u.png', 'compId': 167530, 'compName': 'GE医疗中国', 'compScale': '10000人以上', 'link': 'https://www.liepin.com/company/167530/'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"00e316d63c8618cd24cfff38a7372e1e\",\"jobId\":\"59786859\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"龚女士\",\"imId\":\"a4d50f60e0d419202aa8e4d6edc77f27\",\"imUserType\":\"2\"}', 'job': {'labels': ['供应链产品', '工具产品', '策略产品', '内容产品', '广告营销', '产品规划', '产品优化', '产品设计', '用户研究', '需求分析'], 'jobKind': '2', 'jobId': '59786859', 'title': 'Service Product Manager-CT 产品升级产品经理', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36', 'advViewFlag': False, 'refreshTime': '20230823124639', 'salary': '薪资面议', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'dq': '上海', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科', 'link': 'https://www.liepin.com/job/1959786859.shtml'}}, {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262102371%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'recruiter': {'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterName': '董女士', 'recruiterTitle': 'HRD', 'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb', 'chatted': False, 'imId': 'f01bd5ec019a068d99eeb040770b0b48', 'imUserType': '2'}, 'comp': {'compIndustry': '电子/半导体/集成电路', 'compLogo': '6414141a471b9d0d5fff49f703u.png', 'compId': 10044915, 'compName': '华芯控股', 'compScale': '50-99人', 'link': 'https://www.liepin.com/company/10044915/'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"jobId\":\"62102371\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"recruiterName\":\"董女士\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\"}', 'job': {'labels': [], 'jobKind': '2', 'jobId': '62102371', 'title': '市场PM（市场产品经理）', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'advViewFlag': False, 'refreshTime': '20231010143954', 'salary': '8-15k', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'dq': '深圳-龙华区', 'requireWorkYears': '1-3年', 'requireEduLevel': '大专', 'link': 'https://www.liepin.com/job/1962102371.shtml'}}, {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2246606377%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'recruiter': {'recruiterPhoto': '5ce8b5559fae687d4375632608u.jpg', 'recruiterName': '李女士', 'recruiterTitle': '猎头顾问', 'recruiterId': 'd01583e87da0eec11c1526b806c9eac5', 'chatted': False, 'imId': '4428ca3d599ffed73eae059a38e31609', 'imUserType': '2'}, 'comp': {'compIndustry': '电子/半导体/集成电路', 'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某南京电子技术上市公司', 'compScale': '500-999人', 'link': ''}, 'dataParams': '{\"jobKind\":\"1\",\"userId\":\"d01583e87da0eec11c1526b806c9eac5\",\"jobId\":\"46606377\",\"recruiterPhoto\":\"5ce8b5559fae687d4375632608u.jpg\",\"recruiterName\":\"李女士\",\"imId\":\"4428ca3d599ffed73eae059a38e31609\",\"imUserType\":\"2\"}', 'job': {'labels': ['电子/半导体/集成电路', '电子产品及配件'], 'jobKind': '1', 'jobId': '46606377', 'title': 'PM产品经理-保护器件-上海/苏州/南京', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'advViewFlag': False, 'refreshTime': '20231017135644', 'salary': '15-30k·14薪', 'topJob': False, 'dq': '上海', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科', 'link': 'https://www.liepin.com/a/46606377.shtml'}}, {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262423657%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterName': '吴女士', 'recruiterTitle': 'HR', 'recruiterId': 'ac4610185d6c0a8468cfa4bf383ca6e0', 'chatted': False, 'imId': '10dcebc2c4e87aedc113e61f65e6c038', 'imUserType': '2'}, 'comp': {'compIndustry': '电子/半导体/集成电路', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 12397633, 'compName': '深圳市威晟达科技有限公司', 'compScale': '1-49人', 'link': 'https://www.liepin.com/company/12397633/'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"jobId\":\"62423657\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"吴女士\",\"imId\":\"10dcebc2c4e87aedc113e61f65e6c038\",\"imUserType\":\"2\"}', 'job': {'labels': ['TO B ', '传感器芯片', '，消费类电子'], 'jobKind': '2', 'jobId': '62423657', 'title': '芯片产品经理(PM)', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'advViewFlag': False, 'refreshTime': '20231024112845', 'salary': '20-50k', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'dq': '深圳-龙华区', 'requireWorkYears': '1-3年', 'requireEduLevel': '大专', 'link': 'https://www.liepin.com/job/1962423657.shtml'}}], 'compList': []}, 'pagination': {'currentPage': 1, 'pageSize': 40, 'totalPage': 10, 'totalCounts': 807, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ced59e46",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T11:52:35.452641Z",
     "start_time": "2023-10-25T11:52:34.765998Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "231b28d2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T11:52:46.400522Z",
     "start_time": "2023-10-25T11:52:46.335123Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>...</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f14...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>False</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231025092644</td>\n",
       "      <td>14-21k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1960721781.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"27b40b320914b243bb131...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>曾女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>27b40b320914b243bb131668d4424cd3</td>\n",
       "      <td>False</td>\n",
       "      <td>f6b7241c2baec70cb55f541d35f91cff</td>\n",
       "      <td>2</td>\n",
       "      <td>互联网</td>\n",
       "      <td>...</td>\n",
       "      <td>20231020013617</td>\n",
       "      <td>20-50k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1961177895.shtml</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f14...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>False</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231025092644</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>苏州-昆山</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1960365953.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"d5897337daba564d3c300...</td>\n",
       "      <td>62fe1483b548656b327798d601u.png</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>d5897337daba564d3c3007986dc1586c</td>\n",
       "      <td>False</td>\n",
       "      <td>00e14d5f25b52b59f83a7239185bfe7b</td>\n",
       "      <td>2</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>...</td>\n",
       "      <td>20230913104555</td>\n",
       "      <td>23-40k·13薪</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/a/49371003.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e040df2a2277bc9edfc50...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>e040df2a2277bc9edfc50be1acb5a8aa</td>\n",
       "      <td>False</td>\n",
       "      <td>4ef5526798483a4de37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230814102813</td>\n",
       "      <td>20-40k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1960775157.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"5e55cea0ec54d28d2137b...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>5e55cea0ec54d28d2137babbdb1bab9c</td>\n",
       "      <td>False</td>\n",
       "      <td>5feeb51274adab82aaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>云计算/大数据</td>\n",
       "      <td>...</td>\n",
       "      <td>20230913152716</td>\n",
       "      <td>20-35k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1955118825.shtml</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"a3efebbe5476fd144c727...</td>\n",
       "      <td>6305cf61b77e512ba9da292908u.png</td>\n",
       "      <td>景女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a3efebbe5476fd144c7275e0b3131c5e</td>\n",
       "      <td>False</td>\n",
       "      <td>bf831b7e81387f4345913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>...</td>\n",
       "      <td>20230815174402</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>深圳</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/a/48634761.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"ecc7211db92563b29c233...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>舒女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>ecc7211db92563b29c233888b61abdeb</td>\n",
       "      <td>False</td>\n",
       "      <td>40ad7129e9ed35cce030375514342674</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230222105355</td>\n",
       "      <td>15-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1955793279.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"784ac3ccc4474b6f71a2c...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>784ac3ccc4474b6f71a2c9fecf9f2948</td>\n",
       "      <td>False</td>\n",
       "      <td>361ab007f8a1697171de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230714142301</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1938687185.shtml</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"b220044bda630e682f529...</td>\n",
       "      <td>58c5e5957032f1a833d13fe905a.png</td>\n",
       "      <td>陶女士</td>\n",
       "      <td>培训专员</td>\n",
       "      <td>b220044bda630e682f52944aca43ab4a</td>\n",
       "      <td>False</td>\n",
       "      <td>ba1aff02509ad7d104612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>...</td>\n",
       "      <td>20230320153900</td>\n",
       "      <td>20-25k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1954341661.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f14...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>False</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231025092644</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1960662297.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"18b37e38f6f30a6ae2cfa...</td>\n",
       "      <td>6258e1b3e363a30cc3f7abea02u.png</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>行政人事部经理</td>\n",
       "      <td>18b37e38f6f30a6ae2cfa44c4899c729</td>\n",
       "      <td>False</td>\n",
       "      <td>56cc35ec6ea48d3d36d8c7038f74fcb7</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20220719090451</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>南京-江宁区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1948853381.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"997ac596617df43a6fc5e...</td>\n",
       "      <td>62fc9cee804e287457021c6403u.png</td>\n",
       "      <td>卢女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>997ac596617df43a6fc5e5a3185cdff3</td>\n",
       "      <td>False</td>\n",
       "      <td>4d26494c54a77d5333f1d87ff4815723</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20221123151858</td>\n",
       "      <td>15-25k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1954319281.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"035f897785fb4fac82f0f...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>王女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>035f897785fb4fac82f0f9cb1cf1af76</td>\n",
       "      <td>False</td>\n",
       "      <td>e469760b75d10c3bfdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>...</td>\n",
       "      <td>20220930104031</td>\n",
       "      <td>35-55k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1952741463.shtml</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"c2a37beb635ce04c1a474...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>行政专员</td>\n",
       "      <td>c2a37beb635ce04c1a47493faf33028d</td>\n",
       "      <td>False</td>\n",
       "      <td>3665e3a34b0ddcc0af3ffeaad667fde0</td>\n",
       "      <td>2</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>...</td>\n",
       "      <td>20230807163133</td>\n",
       "      <td>10-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1960604499.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"a6db072a8ff2f4ec00c24...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>康女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>a6db072a8ff2f4ec00c24d801e44a3dd</td>\n",
       "      <td>False</td>\n",
       "      <td>72060ccd68b83a946b15966466d2d9d8</td>\n",
       "      <td>2</td>\n",
       "      <td>印刷/包装/造纸</td>\n",
       "      <td>...</td>\n",
       "      <td>20230607145648</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1949149177.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"dd0950349f402d2194eb8...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>dd0950349f402d2194eb8148a132ff22</td>\n",
       "      <td>False</td>\n",
       "      <td>784c2b987245e47cc3598071a0e218f7</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231025101506</td>\n",
       "      <td>15-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1947307987.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f14...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>False</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231025092647</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1959431759.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"8aca73f4bae4fc1710202...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>Sourcer</td>\n",
       "      <td>8aca73f4bae4fc17102021541d30443c</td>\n",
       "      <td>False</td>\n",
       "      <td>44eacab0d8402e77940b11b3bfc894fa</td>\n",
       "      <td>2</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>...</td>\n",
       "      <td>20220425095458</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1949197971.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"a58562f9e895113a96b14...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>余女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>a58562f9e895113a96b14984e4c3aac6</td>\n",
       "      <td>False</td>\n",
       "      <td>63f83a66035b4f9686da8f3a9139f92c</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230720144759</td>\n",
       "      <td>15-25k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1955750935.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"6bd83db4d420cd80a3b24...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>False</td>\n",
       "      <td>27fdfc91f6dc9809b64be310238bddad</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230707142907</td>\n",
       "      <td>14-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1957179331.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"6d301c2e465ee4e10dfde...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR Assistant</td>\n",
       "      <td>6d301c2e465ee4e10dfde1d3c8072192</td>\n",
       "      <td>False</td>\n",
       "      <td>1b5e88d4d259173cd1ea97c874ac4d62</td>\n",
       "      <td>2</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>...</td>\n",
       "      <td>20230612105523</td>\n",
       "      <td>17-30k·13薪</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1957304573.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"34b6c101979b1cf83dc7f...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>34b6c101979b1cf83dc7f9370c11d0a1</td>\n",
       "      <td>False</td>\n",
       "      <td>4666c0772d53456e3eae059a38e31609</td>\n",
       "      <td>2</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>20220901102252</td>\n",
       "      <td>20-40k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1936570431.shtml</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"f325c8f002937286cc3ff...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>f325c8f002937286cc3ff2b9fda11294</td>\n",
       "      <td>False</td>\n",
       "      <td>d3e879a5e2eeddf43417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20210630090242</td>\n",
       "      <td>15-30k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>东莞</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1940412345.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"87fb8990eb234eee0a153...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>87fb8990eb234eee0a1537f2151f2c58</td>\n",
       "      <td>False</td>\n",
       "      <td>416ee3bd2ccb15cbcc809655362a8e54</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20210414113008</td>\n",
       "      <td>16-30k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>厦门</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1938140819.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1185646b724f9912c393e...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>商务专员</td>\n",
       "      <td>1185646b724f9912c393eccc5f8b43d1</td>\n",
       "      <td>False</td>\n",
       "      <td>0a4f64b46432b033a88090c0f9b26513</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230608101922</td>\n",
       "      <td>10-12k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1956533879.shtml</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"6bd83db4d420cd80a3b24...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>False</td>\n",
       "      <td>27fdfc91f6dc9809b64be310238bddad</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230707142907</td>\n",
       "      <td>15-20k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1955452155.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"dacd6a5aa3f238c18b38d...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>dacd6a5aa3f238c18b38d6f56093b2cd</td>\n",
       "      <td>False</td>\n",
       "      <td>87308f241fde688761a8485668ee84be</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20220216165525</td>\n",
       "      <td>8-15k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1947135639.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"d82a250affd34ed2c9dae...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>乔女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>d82a250affd34ed2c9daeb8c1d873d41</td>\n",
       "      <td>False</td>\n",
       "      <td>71191be2e5126d8a05783d9a4a302353</td>\n",
       "      <td>2</td>\n",
       "      <td>其他金融</td>\n",
       "      <td>...</td>\n",
       "      <td>20231024154004</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1962392225.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"d5897337daba564d3c300...</td>\n",
       "      <td>62fe1483b548656b327798d601u.png</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>d5897337daba564d3c3007986dc1586c</td>\n",
       "      <td>False</td>\n",
       "      <td>00e14d5f25b52b59f83a7239185bfe7b</td>\n",
       "      <td>2</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>...</td>\n",
       "      <td>20231023114350</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/a/50247935.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"a9d2ef7cf4e32a6fe9ec8...</td>\n",
       "      <td>5f8fa3bdea60860b75385c7e08u.png</td>\n",
       "      <td>罗女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a9d2ef7cf4e32a6fe9ec874be47ac806</td>\n",
       "      <td>False</td>\n",
       "      <td>4f8d37e130b2c864cb1add96ed310edb</td>\n",
       "      <td>2</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>...</td>\n",
       "      <td>20231025151930</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/a/50235887.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"f664c0abcd11a1aabb73f...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>彭先生</td>\n",
       "      <td>Talent Aquisition Specialist</td>\n",
       "      <td>f664c0abcd11a1aabb73f06044d3d738</td>\n",
       "      <td>False</td>\n",
       "      <td>61becac6636ec8eee030375514342674</td>\n",
       "      <td>2</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>...</td>\n",
       "      <td>20230831115219</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1961267693.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"7da08eb2dc102f58400ec...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>False</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>...</td>\n",
       "      <td>20231025170441</td>\n",
       "      <td>25-35k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/job/1955703639.shtml</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"676976ba8ba9ecb043ed2...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>牟女士</td>\n",
       "      <td></td>\n",
       "      <td>676976ba8ba9ecb043ed27b6aa9920aa</td>\n",
       "      <td>False</td>\n",
       "      <td>74529eb458bb0f3c244e08c53f86302f</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20230327164332</td>\n",
       "      <td>10-30k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1955751165.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"eeff1a86add42b204a402...</td>\n",
       "      <td>5bea2c2c8e5058666cc317d004a.png</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>eeff1a86add42b204a40202c8836770a</td>\n",
       "      <td>False</td>\n",
       "      <td>93a820beb1e92469c94f4d0c9b7b96ae</td>\n",
       "      <td>2</td>\n",
       "      <td>制药/生物工程</td>\n",
       "      <td>...</td>\n",
       "      <td>20231023085252</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>上海</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>https://www.liepin.com/a/50232527.shtml</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"d546be932ca9978128d54...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>王女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>d546be932ca9978128d5459d02076977</td>\n",
       "      <td>False</td>\n",
       "      <td>418ddfd613e7bc97ad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>...</td>\n",
       "      <td>20230504100802</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>南京-江宁区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1958249023.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"00e316d63c8618cd24cff...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>龚女士</td>\n",
       "      <td>资深顾问(SC)</td>\n",
       "      <td>00e316d63c8618cd24cfff38a7372e1e</td>\n",
       "      <td>False</td>\n",
       "      <td>a4d50f60e0d419202aa8e4d6edc77f27</td>\n",
       "      <td>2</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>...</td>\n",
       "      <td>20230823124639</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>上海</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/job/1959786859.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"f8eab0e8ce9457acb13de...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>董女士</td>\n",
       "      <td>HRD</td>\n",
       "      <td>f8eab0e8ce9457acb13de5af5ca228eb</td>\n",
       "      <td>False</td>\n",
       "      <td>f01bd5ec019a068d99eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231010143954</td>\n",
       "      <td>8-15k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1962102371.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"d01583e87da0eec11c152...</td>\n",
       "      <td>5ce8b5559fae687d4375632608u.jpg</td>\n",
       "      <td>李女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>d01583e87da0eec11c1526b806c9eac5</td>\n",
       "      <td>False</td>\n",
       "      <td>4428ca3d599ffed73eae059a38e31609</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231017135644</td>\n",
       "      <td>15-30k·14薪</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>上海</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>https://www.liepin.com/a/46606377.shtml</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"ac4610185d6c0a8468cfa...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>ac4610185d6c0a8468cfa4bf383ca6e0</td>\n",
       "      <td>False</td>\n",
       "      <td>10dcebc2c4e87aedc113e61f65e6c038</td>\n",
       "      <td>2</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>...</td>\n",
       "      <td>20231024112845</td>\n",
       "      <td>20-50k</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>https://www.liepin.com/job/1962423657.shtml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
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       "28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
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       "30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
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       "32  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
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       "37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "38  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       "39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f14...   \n",
       "1   {\"jobKind\":\"2\",\"userId\":\"27b40b320914b243bb131...   \n",
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       "5   {\"jobKind\":\"2\",\"userId\":\"5e55cea0ec54d28d2137b...   \n",
       "6   {\"jobKind\":\"1\",\"userId\":\"a3efebbe5476fd144c727...   \n",
       "7   {\"jobKind\":\"2\",\"userId\":\"ecc7211db92563b29c233...   \n",
       "8   {\"jobKind\":\"2\",\"userId\":\"784ac3ccc4474b6f71a2c...   \n",
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       "20  {\"jobKind\":\"2\",\"userId\":\"6bd83db4d420cd80a3b24...   \n",
       "21  {\"jobKind\":\"2\",\"userId\":\"6d301c2e465ee4e10dfde...   \n",
       "22  {\"jobKind\":\"2\",\"userId\":\"34b6c101979b1cf83dc7f...   \n",
       "23  {\"jobKind\":\"2\",\"userId\":\"f325c8f002937286cc3ff...   \n",
       "24  {\"jobKind\":\"2\",\"userId\":\"87fb8990eb234eee0a153...   \n",
       "25  {\"jobKind\":\"2\",\"userId\":\"1185646b724f9912c393e...   \n",
       "26  {\"jobKind\":\"2\",\"userId\":\"6bd83db4d420cd80a3b24...   \n",
       "27  {\"jobKind\":\"2\",\"userId\":\"dacd6a5aa3f238c18b38d...   \n",
       "28  {\"jobKind\":\"2\",\"userId\":\"d82a250affd34ed2c9dae...   \n",
       "29  {\"jobKind\":\"1\",\"userId\":\"d5897337daba564d3c300...   \n",
       "30  {\"jobKind\":\"1\",\"userId\":\"a9d2ef7cf4e32a6fe9ec8...   \n",
       "31  {\"jobKind\":\"2\",\"userId\":\"f664c0abcd11a1aabb73f...   \n",
       "32  {\"jobKind\":\"2\",\"userId\":\"7da08eb2dc102f58400ec...   \n",
       "33  {\"jobKind\":\"2\",\"userId\":\"676976ba8ba9ecb043ed2...   \n",
       "34  {\"jobKind\":\"1\",\"userId\":\"eeff1a86add42b204a402...   \n",
       "35  {\"jobKind\":\"2\",\"userId\":\"d546be932ca9978128d54...   \n",
       "36  {\"jobKind\":\"2\",\"userId\":\"00e316d63c8618cd24cff...   \n",
       "37  {\"jobKind\":\"2\",\"userId\":\"f8eab0e8ce9457acb13de...   \n",
       "38  {\"jobKind\":\"1\",\"userId\":\"d01583e87da0eec11c152...   \n",
       "39  {\"jobKind\":\"2\",\"userId\":\"ac4610185d6c0a8468cfa...   \n",
       "\n",
       "           recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0   5f8f9866dfb13a7dee342f1808u.jpg                     郑女士   \n",
       "1   5f8f9866dfb13a7dee342f1808u.jpg                     曾女士   \n",
       "2   5f8f9866dfb13a7dee342f1808u.jpg                     郑女士   \n",
       "3   62fe1483b548656b327798d601u.png                     徐女士   \n",
       "4   5f8f98648dbe6273dcf8515508u.jpg                     朱女士   \n",
       "5   5f8f9865ea60860b75384fa508u.jpg                     张女士   \n",
       "6   6305cf61b77e512ba9da292908u.png                     景女士   \n",
       "7   5f8f9866dfb13a7dee342f1808u.jpg                     舒女士   \n",
       "8   5f8f9865ea60860b75384fa508u.jpg                     张女士   \n",
       "9   58c5e5957032f1a833d13fe905a.png                     陶女士   \n",
       "10  5f8f9866dfb13a7dee342f1808u.jpg                     郑女士   \n",
       "11  6258e1b3e363a30cc3f7abea02u.png                     刘女士   \n",
       "12  62fc9cee804e287457021c6403u.png                     卢女士   \n",
       "13  5f8f9863f6d1ab58476f246a08u.jpg                     王女士   \n",
       "14  5f8f986779c7cc70efbf36c008u.jpg                     郑女士   \n",
       "15  5f8f9866dfb13a7dee342f1808u.jpg                     康女士   \n",
       "16  5f8f986c79c7cc70efbf36c808u.jpg                     杨先生   \n",
       "17  5f8f9866dfb13a7dee342f1808u.jpg                     郑女士   \n",
       "18  5f8f9865ea60860b75384fa508u.jpg                     张女士   \n",
       "19  5f8f9866dfb13a7dee342f1808u.jpg                     余女士   \n",
       "20  5f8f9863f6d1ab58476f246a08u.jpg                     黄女士   \n",
       "21  5f8f98648dbe6273dcf8515508u.jpg                     刘女士   \n",
       "22  5f8f986779c7cc70efbf36c008u.jpg                     朱女士   \n",
       "23  5f8f9863f6d1ab58476f246a08u.jpg                     杨女士   \n",
       "24  5f8f9866dfb13a7dee342f1808u.jpg                     张女士   \n",
       "25  5f8f9866dfb13a7dee342f1808u.jpg                     刘女士   \n",
       "26  5f8f9863f6d1ab58476f246a08u.jpg                     黄女士   \n",
       "27  5f8f986779c7cc70efbf36c008u.jpg                     张女士   \n",
       "28  5f8f98648dbe6273dcf8515508u.jpg                     乔女士   \n",
       "29  62fe1483b548656b327798d601u.png                     徐女士   \n",
       "30  5f8fa3bdea60860b75385c7e08u.png                     罗女士   \n",
       "31  5f8f986bdfb13a7dee342f2108u.jpg                     彭先生   \n",
       "32  5f8f986bdfb13a7dee342f2108u.jpg                     侯先生   \n",
       "33  5f8f9865ea60860b75384fa508u.jpg                     牟女士   \n",
       "34  5bea2c2c8e5058666cc317d004a.png                     吴女士   \n",
       "35  5f8f98648dbe6273dcf8515508u.jpg                     王女士   \n",
       "36  5f8f98648dbe6273dcf8515508u.jpg                     龚女士   \n",
       "37  5f8f9863f6d1ab58476f246a08u.jpg                     董女士   \n",
       "38  5ce8b5559fae687d4375632608u.jpg                     李女士   \n",
       "39  5f8f98648dbe6273dcf8515508u.jpg                     吴女士   \n",
       "\n",
       "        recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                           招聘主管  0f490e3b52d7b4d209f146570e06808e   \n",
       "1                             HR  27b40b320914b243bb131668d4424cd3   \n",
       "2                           招聘主管  0f490e3b52d7b4d209f146570e06808e   \n",
       "3                           猎头顾问  d5897337daba564d3c3007986dc1586c   \n",
       "4                             人事  e040df2a2277bc9edfc50be1acb5a8aa   \n",
       "5                           人事经理  5e55cea0ec54d28d2137babbdb1bab9c   \n",
       "6                           猎头顾问  a3efebbe5476fd144c7275e0b3131c5e   \n",
       "7                   人力资源伙伴(HRBP)  ecc7211db92563b29c233888b61abdeb   \n",
       "8                             HR  784ac3ccc4474b6f71a2c9fecf9f2948   \n",
       "9                           培训专员  b220044bda630e682f52944aca43ab4a   \n",
       "10                          招聘主管  0f490e3b52d7b4d209f146570e06808e   \n",
       "11                       行政人事部经理  18b37e38f6f30a6ae2cfa44c4899c729   \n",
       "12                            HR  997ac596617df43a6fc5e5a3185cdff3   \n",
       "13                          招聘经理  035f897785fb4fac82f0f9cb1cf1af76   \n",
       "14                          行政专员  c2a37beb635ce04c1a47493faf33028d   \n",
       "15                            HR  a6db072a8ff2f4ec00c24d801e44a3dd   \n",
       "16                            HR  dd0950349f402d2194eb8148a132ff22   \n",
       "17                          招聘主管  0f490e3b52d7b4d209f146570e06808e   \n",
       "18                       Sourcer  8aca73f4bae4fc17102021541d30443c   \n",
       "19                        人力资源经理  a58562f9e895113a96b14984e4c3aac6   \n",
       "20                            人事  6bd83db4d420cd80a3b249221be97dc4   \n",
       "21                  HR Assistant  6d301c2e465ee4e10dfde1d3c8072192   \n",
       "22                          招聘经理  34b6c101979b1cf83dc7f9370c11d0a1   \n",
       "23                            HR  f325c8f002937286cc3ff2b9fda11294   \n",
       "24                          HRBP  87fb8990eb234eee0a1537f2151f2c58   \n",
       "25                          商务专员  1185646b724f9912c393eccc5f8b43d1   \n",
       "26                            人事  6bd83db4d420cd80a3b249221be97dc4   \n",
       "27                            人事  dacd6a5aa3f238c18b38d6f56093b2cd   \n",
       "28                            HR  d82a250affd34ed2c9daeb8c1d873d41   \n",
       "29                          猎头顾问  d5897337daba564d3c3007986dc1586c   \n",
       "30                          猎头顾问  a9d2ef7cf4e32a6fe9ec874be47ac806   \n",
       "31  Talent Aquisition Specialist  f664c0abcd11a1aabb73f06044d3d738   \n",
       "32                          HRBP  7da08eb2dc102f58400ecda04a611db0   \n",
       "33                                676976ba8ba9ecb043ed27b6aa9920aa   \n",
       "34                          猎头顾问  eeff1a86add42b204a40202c8836770a   \n",
       "35                            HR  d546be932ca9978128d5459d02076977   \n",
       "36                      资深顾问(SC)  00e316d63c8618cd24cfff38a7372e1e   \n",
       "37                           HRD  f8eab0e8ce9457acb13de5af5ca228eb   \n",
       "38                          猎头顾问  d01583e87da0eec11c1526b806c9eac5   \n",
       "39                            HR  ac4610185d6c0a8468cfa4bf383ca6e0   \n",
       "\n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       "0               False  073e7f3d615fbf4744028f553778c6e1                    2   \n",
       "1               False  f6b7241c2baec70cb55f541d35f91cff                    2   \n",
       "2               False  073e7f3d615fbf4744028f553778c6e1                    2   \n",
       "3               False  00e14d5f25b52b59f83a7239185bfe7b                    2   \n",
       "4               False  4ef5526798483a4de37b0b202b2adc1c                    2   \n",
       "5               False  5feeb51274adab82aaa70b13e477f173                    2   \n",
       "6               False  bf831b7e81387f4345913e3a4abf94f3                    2   \n",
       "7               False  40ad7129e9ed35cce030375514342674                    2   \n",
       "8               False  361ab007f8a1697171de52c3bc0b6279                    2   \n",
       "9               False  ba1aff02509ad7d104612e645251413c                    2   \n",
       "10              False  073e7f3d615fbf4744028f553778c6e1                    2   \n",
       "11              False  56cc35ec6ea48d3d36d8c7038f74fcb7                    2   \n",
       "12              False  4d26494c54a77d5333f1d87ff4815723                    2   \n",
       "13              False  e469760b75d10c3bfdb07c5a03f49b8b                    2   \n",
       "14              False  3665e3a34b0ddcc0af3ffeaad667fde0                    2   \n",
       "15              False  72060ccd68b83a946b15966466d2d9d8                    2   \n",
       "16              False  784c2b987245e47cc3598071a0e218f7                    2   \n",
       "17              False  073e7f3d615fbf4744028f553778c6e1                    2   \n",
       "18              False  44eacab0d8402e77940b11b3bfc894fa                    2   \n",
       "19              False  63f83a66035b4f9686da8f3a9139f92c                    2   \n",
       "20              False  27fdfc91f6dc9809b64be310238bddad                    2   \n",
       "21              False  1b5e88d4d259173cd1ea97c874ac4d62                    2   \n",
       "22              False  4666c0772d53456e3eae059a38e31609                    2   \n",
       "23              False  d3e879a5e2eeddf43417a188cf69ded9                    2   \n",
       "24              False  416ee3bd2ccb15cbcc809655362a8e54                    2   \n",
       "25              False  0a4f64b46432b033a88090c0f9b26513                    2   \n",
       "26              False  27fdfc91f6dc9809b64be310238bddad                    2   \n",
       "27              False  87308f241fde688761a8485668ee84be                    2   \n",
       "28              False  71191be2e5126d8a05783d9a4a302353                    2   \n",
       "29              False  00e14d5f25b52b59f83a7239185bfe7b                    2   \n",
       "30              False  4f8d37e130b2c864cb1add96ed310edb                    2   \n",
       "31              False  61becac6636ec8eee030375514342674                    2   \n",
       "32              False  e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       "33              False  74529eb458bb0f3c244e08c53f86302f                    2   \n",
       "34              False  93a820beb1e92469c94f4d0c9b7b96ae                    2   \n",
       "35              False  418ddfd613e7bc97ad8732728d6065d6                    2   \n",
       "36              False  a4d50f60e0d419202aa8e4d6edc77f27                    2   \n",
       "37              False  f01bd5ec019a068d99eeb040770b0b48                    2   \n",
       "38              False  4428ca3d599ffed73eae059a38e31609                    2   \n",
       "39              False  10dcebc2c4e87aedc113e61f65e6c038                    2   \n",
       "\n",
       "   comp.compIndustry  ... job.refreshTime  job.salary job.pcOuterLink  \\\n",
       "0        电子/半导体/集成电路  ...  20231025092644  14-21k·13薪                   \n",
       "1                互联网  ...  20231020013617      20-50k                   \n",
       "2        电子/半导体/集成电路  ...  20231025092644  12-20k·13薪                   \n",
       "3           基金/证券/期货  ...  20230913104555  23-40k·13薪             NaN   \n",
       "4        电子/半导体/集成电路  ...  20230814102813      20-40k                   \n",
       "5            云计算/大数据  ...  20230913152716      20-35k                   \n",
       "6              计算机软件  ...  20230815174402      10-15k             NaN   \n",
       "7        电子/半导体/集成电路  ...  20230222105355      15-20k                   \n",
       "8        电子/半导体/集成电路  ...  20230714142301  15-25k·13薪                   \n",
       "9              机械/设备  ...  20230320153900      20-25k                   \n",
       "10       电子/半导体/集成电路  ...  20231025092644  12-20k·13薪                   \n",
       "11       电子/半导体/集成电路  ...  20220719090451  15-25k·13薪                   \n",
       "12       电子/半导体/集成电路  ...  20221123151858      15-25k                   \n",
       "13              科技金融  ...  20220930104031  35-55k·13薪                   \n",
       "14             批发/零售  ...  20230807163133      10-20k                   \n",
       "15          印刷/包装/造纸  ...  20230607145648  18-25k·13薪                   \n",
       "16       电子/半导体/集成电路  ...  20231025101506      15-20k                   \n",
       "17       电子/半导体/集成电路  ...  20231025092647  10-20k·13薪                   \n",
       "18             机械/设备  ...  20220425095458        薪资面议                   \n",
       "19       电子/半导体/集成电路  ...  20230720144759      15-25k                   \n",
       "20       电子/半导体/集成电路  ...  20230707142907      14-20k                   \n",
       "21              其他行业  ...  20230612105523  17-30k·13薪                   \n",
       "22              IT服务  ...  20220901102252      20-40k                   \n",
       "23       电子/半导体/集成电路  ...  20210630090242      15-30k                   \n",
       "24       电子/半导体/集成电路  ...  20210414113008      16-30k                   \n",
       "25       电子/半导体/集成电路  ...  20230608101922      10-12k                   \n",
       "26       电子/半导体/集成电路  ...  20230707142907      15-20k                   \n",
       "27       电子/半导体/集成电路  ...  20220216165525       8-15k                   \n",
       "28              其他金融  ...  20231024154004        薪资面议                   \n",
       "29          基金/证券/期货  ...  20231023114350  20-40k·13薪             NaN   \n",
       "30       电力/热力/燃气/水务  ...  20231025151930      25-35k             NaN   \n",
       "31              医疗器械  ...  20230831115219        薪资面议                   \n",
       "32              人工智能  ...  20231025170441      25-35k                   \n",
       "33       电子/半导体/集成电路  ...  20230327164332      10-30k                   \n",
       "34           制药/生物工程  ...  20231023085252  20-40k·13薪             NaN   \n",
       "35             机械/设备  ...  20230504100802        薪资面议                   \n",
       "36              医疗器械  ...  20230823124639        薪资面议                   \n",
       "37       电子/半导体/集成电路  ...  20231010143954       8-15k                   \n",
       "38       电子/半导体/集成电路  ...  20231017135644  15-30k·14薪             NaN   \n",
       "39       电子/半导体/集成电路  ...  20231024112845      20-50k                   \n",
       "\n",
       "   job.h5OuterLink job.topJob   job.dq job.requireWorkYears  \\\n",
       "0                       False   上海-静安区                5-10年   \n",
       "1                       False   北京-海淀区                5-10年   \n",
       "2                       False    苏州-昆山                 1-3年   \n",
       "3              NaN      False  上海-浦东新区                5-10年   \n",
       "4                       False       深圳                 1-3年   \n",
       "5                       False   上海-静安区                5-10年   \n",
       "6              NaN      False       深圳                 一年以下   \n",
       "7                       False   上海-静安区                 3-5年   \n",
       "8                       False   深圳-南山区                 3-5年   \n",
       "9                       False       上海                5-10年   \n",
       "10                      False   上海-静安区                 3-5年   \n",
       "11                      False   南京-江宁区                5-10年   \n",
       "12                      False       深圳                 3-5年   \n",
       "13                      False   上海-黄浦区                5-10年   \n",
       "14                      False   深圳-南山区                 3-5年   \n",
       "15                      False  上海-浦东新区                5-10年   \n",
       "16                      False   深圳-宝安区                 3-5年   \n",
       "17                      False   深圳-福田区                 3-5年   \n",
       "18                      False  上海-浦东新区                10年以上   \n",
       "19                      False   深圳-龙华区                5-10年   \n",
       "20                      False   深圳-福田区                 3-5年   \n",
       "21                      False  上海-浦东新区                 3-5年   \n",
       "22                      False  上海-浦东新区                5-10年   \n",
       "23                      False       东莞                 3-5年   \n",
       "24                      False       厦门                 3-5年   \n",
       "25                      False   深圳-宝安区                 3-5年   \n",
       "26                      False   上海-徐汇区                 3-5年   \n",
       "27                      False   深圳-宝安区                 1-3年   \n",
       "28                      False  上海-浦东新区                5-10年   \n",
       "29             NaN      False  上海-浦东新区                5-10年   \n",
       "30             NaN      False   上海-黄浦区                 经验不限   \n",
       "31                      False   北京-朝阳区                5-10年   \n",
       "32                      False   广州-海珠区                 3-5年   \n",
       "33                      False   深圳-南山区                5-10年   \n",
       "34             NaN      False       上海                10年以上   \n",
       "35                      False   南京-江宁区                5-10年   \n",
       "36                      False       上海                5-10年   \n",
       "37                      False   深圳-龙华区                 1-3年   \n",
       "38             NaN      False       上海                5-10年   \n",
       "39                      False   深圳-龙华区                 1-3年   \n",
       "\n",
       "   job.requireEduLevel                                     job.link  \\\n",
       "0                   大专  https://www.liepin.com/job/1960721781.shtml   \n",
       "1                   本科  https://www.liepin.com/job/1961177895.shtml   \n",
       "2                   大专  https://www.liepin.com/job/1960365953.shtml   \n",
       "3                   本科      https://www.liepin.com/a/49371003.shtml   \n",
       "4                   本科  https://www.liepin.com/job/1960775157.shtml   \n",
       "5                 统招本科  https://www.liepin.com/job/1955118825.shtml   \n",
       "6                   大专      https://www.liepin.com/a/48634761.shtml   \n",
       "7                   本科  https://www.liepin.com/job/1955793279.shtml   \n",
       "8                   大专  https://www.liepin.com/job/1938687185.shtml   \n",
       "9                   本科  https://www.liepin.com/job/1954341661.shtml   \n",
       "10                  大专  https://www.liepin.com/job/1960662297.shtml   \n",
       "11                  本科  https://www.liepin.com/job/1948853381.shtml   \n",
       "12                  本科  https://www.liepin.com/job/1954319281.shtml   \n",
       "13                  本科  https://www.liepin.com/job/1952741463.shtml   \n",
       "14                  本科  https://www.liepin.com/job/1960604499.shtml   \n",
       "15                统招本科  https://www.liepin.com/job/1949149177.shtml   \n",
       "16                统招本科  https://www.liepin.com/job/1947307987.shtml   \n",
       "17                  大专  https://www.liepin.com/job/1959431759.shtml   \n",
       "18                统招本科  https://www.liepin.com/job/1949197971.shtml   \n",
       "19                  大专  https://www.liepin.com/job/1955750935.shtml   \n",
       "20                  大专  https://www.liepin.com/job/1957179331.shtml   \n",
       "21                统招本科  https://www.liepin.com/job/1957304573.shtml   \n",
       "22                统招本科  https://www.liepin.com/job/1936570431.shtml   \n",
       "23                  本科  https://www.liepin.com/job/1940412345.shtml   \n",
       "24                  本科  https://www.liepin.com/job/1938140819.shtml   \n",
       "25                统招本科  https://www.liepin.com/job/1956533879.shtml   \n",
       "26                  本科  https://www.liepin.com/job/1955452155.shtml   \n",
       "27                  大专  https://www.liepin.com/job/1947135639.shtml   \n",
       "28                  本科  https://www.liepin.com/job/1962392225.shtml   \n",
       "29                统招本科      https://www.liepin.com/a/50247935.shtml   \n",
       "30                统招本科      https://www.liepin.com/a/50235887.shtml   \n",
       "31                统招本科  https://www.liepin.com/job/1961267693.shtml   \n",
       "32                统招本科  https://www.liepin.com/job/1955703639.shtml   \n",
       "33                  本科  https://www.liepin.com/job/1955751165.shtml   \n",
       "34                统招本科      https://www.liepin.com/a/50232527.shtml   \n",
       "35                  本科  https://www.liepin.com/job/1958249023.shtml   \n",
       "36                  本科  https://www.liepin.com/job/1959786859.shtml   \n",
       "37                  大专  https://www.liepin.com/job/1962102371.shtml   \n",
       "38                  本科      https://www.liepin.com/a/46606377.shtml   \n",
       "39                  大专  https://www.liepin.com/job/1962423657.shtml   \n",
       "\n",
       "   comp.compStage  \n",
       "0             NaN  \n",
       "1              其他  \n",
       "2             NaN  \n",
       "3           融资未公开  \n",
       "4             NaN  \n",
       "5              B轮  \n",
       "6           融资未公开  \n",
       "7             NaN  \n",
       "8            战略投资  \n",
       "9             NaN  \n",
       "10            NaN  \n",
       "11            NaN  \n",
       "12          融资未公开  \n",
       "13       其他股票市场上市  \n",
       "14            NaN  \n",
       "15            NaN  \n",
       "16          融资未公开  \n",
       "17            NaN  \n",
       "18            NaN  \n",
       "19          融资未公开  \n",
       "20            NaN  \n",
       "21            NaN  \n",
       "22         沪深A股上市  \n",
       "23            NaN  \n",
       "24            NaN  \n",
       "25             其他  \n",
       "26            NaN  \n",
       "27            NaN  \n",
       "28            NaN  \n",
       "29          融资未公开  \n",
       "30          融资未公开  \n",
       "31          融资未公开  \n",
       "32             D轮  \n",
       "33          融资未公开  \n",
       "34          融资未公开  \n",
       "35            NaN  \n",
       "36            NaN  \n",
       "37            NaN  \n",
       "38            已上市  \n",
       "39            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61a3e6f1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T11:42:01.269980Z",
     "start_time": "2023-10-25T11:42:01.261845Z"
    }
   },
   "source": [
    "# 3.处理翻页数据 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "326efd54",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T11:59:55.705773Z",
     "start_time": "2023-10-25T11:59:55.689457Z"
    }
   },
   "outputs": [],
   "source": [
    "payload['data']['mainSearchPcConditionForm']['currentPage']=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "49004900",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:00:01.558338Z",
     "start_time": "2023-10-25T12:00:01.538212Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "   'dq': '410',\n",
       "   'pubTime': '',\n",
       "   'currentPage': 1,\n",
       "   'pageSize': 40,\n",
       "   'key': '产品经理',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '0',\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': '',\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'input',\n",
       "   'skId': '',\n",
       "   'fkId': '',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2b6d62c7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:00:22.772784Z",
     "start_time": "2023-10-25T12:00:22.764785Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 0, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 1, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 2, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 3, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 4, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 5, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 6, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 7, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 8, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '410', 'dq': '410', 'pubTime': '', 'currentPage': 9, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '0', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'input', 'skId': '', 'fkId': '', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'suggest': None}}}\n"
     ]
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    print(payload)\n",
    "    payload_page.append(payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6ccbd136",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:00:37.006323Z",
     "start_time": "2023-10-25T12:00:36.976366Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "008d2816",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:01:12.624081Z",
     "start_time": "2023-10-25T12:01:12.603964Z"
    }
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character '（' (U+FF08) (3161472707.py, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"C:\\Users\\19678\\AppData\\Local\\Temp\\ipykernel_23916\\3161472707.py\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m    payload = liepindata.request_payload（城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\"）\u001b[0m\n\u001b[1;37m                                        ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid character '（' (U+FF08)\n"
     ]
    }
   ],
   "source": [
    "# payload\n",
    "payload = liepindata.request_payload（城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\"）\n",
    "totalPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "eaec2377",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:01:14.084363Z",
     "start_time": "2023-10-25T12:01:14.015616Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2260721781%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '0f490e3b52d7b4d209f146570e06808e',\n",
       "      'chatted': False,\n",
       "      'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 8921762,\n",
       "      'compName': '鹏源电子',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8921762/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"jobId\":\"60721781\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"郑女士\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['PM', '产品经理', '产品线', '原厂', '功率器件', '电子元器件'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '60721781',\n",
       "      'title': '产品经理PM（半导体行业）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025092644',\n",
       "      'salary': '14-21k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '上海-静安区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1960721781.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261177895%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '曾女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '27b40b320914b243bb131668d4424cd3',\n",
       "      'chatted': False,\n",
       "      'imId': 'f6b7241c2baec70cb55f541d35f91cff',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'compId': 7863078,\n",
       "      'compName': '字节跳动',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/7863078/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"27b40b320914b243bb131668d4424cd3\",\"jobId\":\"61177895\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"曾女士\",\"imId\":\"f6b7241c2baec70cb55f541d35f91cff\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据产品', '数据分析', '产品规划', '团队管理', '用户研究'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61177895',\n",
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       "      'jobId': '58249023',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=35',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230504100802',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '南京-江宁区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1958249023.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259786859%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '龚女士',\n",
       "      'recruiterTitle': '资深顾问(SC)',\n",
       "      'recruiterId': '00e316d63c8618cd24cfff38a7372e1e',\n",
       "      'chatted': False,\n",
       "      'imId': 'a4d50f60e0d419202aa8e4d6edc77f27',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '医疗器械',\n",
       "      'compLogo': '63b69733aaee5468b67f6c2105u.png',\n",
       "      'compId': 167530,\n",
       "      'compName': 'GE医疗中国',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/167530/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"00e316d63c8618cd24cfff38a7372e1e\",\"jobId\":\"59786859\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"龚女士\",\"imId\":\"a4d50f60e0d419202aa8e4d6edc77f27\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['供应链产品',\n",
       "       '工具产品',\n",
       "       '策略产品',\n",
       "       '内容产品',\n",
       "       '广告营销',\n",
       "       '产品规划',\n",
       "       '产品优化',\n",
       "       '产品设计',\n",
       "       '用户研究',\n",
       "       '需求分析'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59786859',\n",
       "      'title': 'Service Product Manager-CT 产品升级产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230823124639',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '上海',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959786859.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262102371%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb',\n",
       "      'chatted': False,\n",
       "      'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compId': 10044915,\n",
       "      'compName': '华芯控股',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"jobId\":\"62102371\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"recruiterName\":\"董女士\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62102371',\n",
       "      'title': '市场PM（市场产品经理）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231010143954',\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962102371.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2246606377%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5ce8b5559fae687d4375632608u.jpg',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'd01583e87da0eec11c1526b806c9eac5',\n",
       "      'chatted': False,\n",
       "      'imId': '4428ca3d599ffed73eae059a38e31609',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某南京电子技术上市公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"d01583e87da0eec11c1526b806c9eac5\",\"jobId\":\"46606377\",\"recruiterPhoto\":\"5ce8b5559fae687d4375632608u.jpg\",\"recruiterName\":\"李女士\",\"imId\":\"4428ca3d599ffed73eae059a38e31609\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '电子产品及配件'],\n",
       "      'jobKind': '1',\n",
       "      'jobId': '46606377',\n",
       "      'title': 'PM产品经理-保护器件-上海/苏州/南京',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231017135644',\n",
       "      'salary': '15-30k·14薪',\n",
       "      'topJob': False,\n",
       "      'dq': '上海',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/a/46606377.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262423657%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'ac4610185d6c0a8468cfa4bf383ca6e0',\n",
       "      'chatted': False,\n",
       "      'imId': '10dcebc2c4e87aedc113e61f65e6c038',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12397633,\n",
       "      'compName': '深圳市威晟达科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12397633/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"jobId\":\"62423657\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"吴女士\",\"imId\":\"10dcebc2c4e87aedc113e61f65e6c038\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['TO B ', '传感器芯片', '，消费类电子'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62423657',\n",
       "      'title': '芯片产品经理(PM)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231024112845',\n",
       "      'salary': '20-50k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962423657.shtml'}}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 1,\n",
       "   'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'totalCounts': 807,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'scene': 'input',\n",
       "   'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = r.json()\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "18aae877",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:01:14.733726Z",
     "start_time": "2023-10-25T12:01:14.709627Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totalPage = result['data']['pagination']['totalPage']\n",
    "totalPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b47b144b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:01:15.561286Z",
     "start_time": "2023-10-25T12:01:15.548014Z"
    }
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character '（' (U+FF08) (1566514815.py, line 4)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"C:\\Users\\19678\\AppData\\Local\\Temp\\ipykernel_23916\\1566514815.py\"\u001b[1;36m, line \u001b[1;32m4\u001b[0m\n\u001b[1;33m    payload = liepindata.request_payload（城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\",页码=str(i）\u001b[0m\n\u001b[1;37m                                        ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid character '（' (U+FF08)\n"
     ]
    }
   ],
   "source": [
    "# 翻页请求\n",
    "for i in range(totalPage):\n",
    "    # 翻页请求准备工作\n",
    "    payload = liepindata.request_payload（城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\",页码=str(i）\n",
    "    print(payload)\n",
    "    # 2. 发起请求\n",
    "    r = session.post(\n",
    "           url = ''\n",
    "           data = json.dumps(payload),\n",
    "           headers = headers\n",
    "    # 分批次发起请求\n",
    "    wait_time = random.randint(3,10)\n",
    "    time.sleep(wait_time)                                                                               "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e5ebb241",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-25T12:05:27.699947Z",
     "start_time": "2023-10-25T12:05:27.607498Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2260721781%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '0f490e3b52d7b4d209f146570e06808e',\n",
       "      'chatted': False,\n",
       "      'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 8921762,\n",
       "      'compName': '鹏源电子',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8921762/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"jobId\":\"60721781\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"郑女士\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['PM', '产品经理', '产品线', '原厂', '功率器件', '电子元器件'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '60721781',\n",
       "      'title': '产品经理PM（半导体行业）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025092644',\n",
       "      'salary': '14-21k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '上海-静安区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1960721781.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261177895%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '曾女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '27b40b320914b243bb131668d4424cd3',\n",
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       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'd546be932ca9978128d5459d02076977',\n",
       "      'chatted': False,\n",
       "      'imId': '418ddfd613e7bc97ad8732728d6065d6',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '机械/设备',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12207717,\n",
       "      'compName': '南瑞联研半导体有限责任公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12207717/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"d546be932ca9978128d5459d02076977\",\"jobId\":\"58249023\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"王女士\",\"imId\":\"418ddfd613e7bc97ad8732728d6065d6\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '58249023',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=35',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230504100802',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '南京-江宁区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1958249023.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259786859%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '龚女士',\n",
       "      'recruiterTitle': '资深顾问(SC)',\n",
       "      'recruiterId': '00e316d63c8618cd24cfff38a7372e1e',\n",
       "      'chatted': False,\n",
       "      'imId': 'a4d50f60e0d419202aa8e4d6edc77f27',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '医疗器械',\n",
       "      'compLogo': '63b69733aaee5468b67f6c2105u.png',\n",
       "      'compId': 167530,\n",
       "      'compName': 'GE医疗中国',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/167530/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"00e316d63c8618cd24cfff38a7372e1e\",\"jobId\":\"59786859\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"龚女士\",\"imId\":\"a4d50f60e0d419202aa8e4d6edc77f27\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['供应链产品',\n",
       "       '工具产品',\n",
       "       '策略产品',\n",
       "       '内容产品',\n",
       "       '广告营销',\n",
       "       '产品规划',\n",
       "       '产品优化',\n",
       "       '产品设计',\n",
       "       '用户研究',\n",
       "       '需求分析'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59786859',\n",
       "      'title': 'Service Product Manager-CT 产品升级产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230823124639',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '上海',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959786859.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262102371%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb',\n",
       "      'chatted': False,\n",
       "      'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compId': 10044915,\n",
       "      'compName': '华芯控股',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"jobId\":\"62102371\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"recruiterName\":\"董女士\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62102371',\n",
       "      'title': '市场PM（市场产品经理）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231010143954',\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962102371.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2246606377%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5ce8b5559fae687d4375632608u.jpg',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'd01583e87da0eec11c1526b806c9eac5',\n",
       "      'chatted': False,\n",
       "      'imId': '4428ca3d599ffed73eae059a38e31609',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某南京电子技术上市公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"d01583e87da0eec11c1526b806c9eac5\",\"jobId\":\"46606377\",\"recruiterPhoto\":\"5ce8b5559fae687d4375632608u.jpg\",\"recruiterName\":\"李女士\",\"imId\":\"4428ca3d599ffed73eae059a38e31609\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '电子产品及配件'],\n",
       "      'jobKind': '1',\n",
       "      'jobId': '46606377',\n",
       "      'title': 'PM产品经理-保护器件-上海/苏州/南京',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231017135644',\n",
       "      'salary': '15-30k·14薪',\n",
       "      'topJob': False,\n",
       "      'dq': '上海',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/a/46606377.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262423657%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'ac4610185d6c0a8468cfa4bf383ca6e0',\n",
       "      'chatted': False,\n",
       "      'imId': '10dcebc2c4e87aedc113e61f65e6c038',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12397633,\n",
       "      'compName': '深圳市威晟达科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12397633/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"jobId\":\"62423657\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"recruiterName\":\"吴女士\",\"imId\":\"10dcebc2c4e87aedc113e61f65e6c038\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['TO B ', '传感器芯片', '，消费类电子'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62423657',\n",
       "      'title': '芯片产品经理(PM)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231024112845',\n",
       "      'salary': '20-50k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1962423657.shtml'}}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 1,\n",
       "   'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'totalCounts': 807,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'scene': 'input',\n",
       "   'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = r.json()\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd33d09e",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 综上所述\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "69c2d088",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat (crawl_liepin_data)"
   ]
  }
 ],
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   "language": "python",
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  "toc": {
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   "number_sections": true,
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   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
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    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
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    "builtin_function_or_method",
    "instance",
    "_Feature"
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